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TopologicalQwen

General model by reaperdoesntknow · 2.03B parameters

Chip
Unified Memory
Bandwidth 307 GB/s
Available for Models ~21 GB

Everything this chip runs, machine by machine: MacBook Pro 14" M5 Pro, MacBook Pro 16" M5 Pro

Runs Excellently

TopologicalQwen fits comfortably in your 24 GB Mac using Q8_0 quantization, using 12% of your RAM.

~79 tok/s

Q8_0 · 2.8 GB · Estimated

Quantization Options

QuantizationMemorySpeedFits?
Q8_0 Recommended 2.8 GB~79 tok/s✓
Q6_K 2.3 GB~104 tok/s✓
Q5_K_M 2.0 GB~122 tok/s✓
Q4_K_M 1.8 GB~143 tok/s✓
Q3_K_M 1.6 GB~173 tok/s✓
Q2_K 1.4 GB~225 tok/s✓

Specifications

Parameters2.0B
Architectureqwen3
Context Length41K
CategoryGeneral
Formatgguf
Minimum RAM1.1 GB
HuggingFace Downloads1,857
View on HuggingFace →

Which Mac Can Run TopologicalQwen?

Minimum Mac

MacBook Air — M2 8GB

Q8_0 · ~26 tok/s · 35% RAM

MacQuanttok/sRAM %
Mac Studio · M3 Ultra 96GB Q8_0 ~211 3%
Mac Studio · M3 Ultra 256GB Q8_0 ~211 1%
Mac Studio · M3 Ultra 512GB Q8_0 ~211 1%
Mac Studio · M1 Ultra 64GB Q8_0 ~206 4%
Mac Studio · M1 Ultra 128GB Q8_0 ~206 2%
Mac Studio · M2 Ultra 64GB Q8_0 ~206 4%
Mac Studio · M2 Ultra 128GB Q8_0 ~206 2%
Mac Studio · M2 Ultra 192GB Q8_0 ~206 1%
MacBook Pro 14" · M5 Max 36GB Q8_0 ~158 8%
MacBook Pro 14" · M5 Max 48GB Q8_0 ~158 6%
MacBook Pro 14" · M5 Max 64GB Q8_0 ~158 4%
MacBook Pro 14" · M5 Max 128GB Q8_0 ~158 2%
MacBook Pro 16" · M5 Max 36GB Q8_0 ~158 8%
MacBook Pro 16" · M5 Max 48GB Q8_0 ~158 6%
MacBook Pro 16" · M5 Max 64GB Q8_0 ~158 4%
MacBook Pro 16" · M5 Max 128GB Q8_0 ~158 2%
MacBook Pro 14" · M4 Max 36GB Q8_0 ~141 8%
MacBook Pro 14" · M4 Max 48GB Q8_0 ~141 6%
MacBook Pro 14" · M4 Max 64GB Q8_0 ~141 4%
MacBook Pro 14" · M4 Max 128GB Q8_0 ~141 2%
MacBook Pro 16" · M4 Max 36GB Q8_0 ~141 8%
MacBook Pro 16" · M4 Max 48GB Q8_0 ~141 6%
MacBook Pro 16" · M4 Max 64GB Q8_0 ~141 4%
MacBook Pro 16" · M4 Max 128GB Q8_0 ~141 2%
Mac Studio · M4 Max 36GB Q8_0 ~141 8%
Mac Studio · M4 Max 48GB Q8_0 ~141 6%
Mac Studio · M4 Max 64GB Q8_0 ~141 4%
Mac Studio · M4 Max 128GB Q8_0 ~141 2%
MacBook Pro 14" · M1 Max 32GB Q8_0 ~103 9%
MacBook Pro 14" · M1 Max 64GB Q8_0 ~103 4%
MacBook Pro 14" · M2 Max 32GB Q8_0 ~103 9%
MacBook Pro 14" · M2 Max 64GB Q8_0 ~103 4%
MacBook Pro 14" · M2 Max 96GB Q8_0 ~103 3%
MacBook Pro 14" · M3 Max 36GB Q8_0 ~103 8%
MacBook Pro 14" · M3 Max 48GB Q8_0 ~103 6%
MacBook Pro 14" · M3 Max 64GB Q8_0 ~103 4%
MacBook Pro 14" · M3 Max 96GB Q8_0 ~103 3%
MacBook Pro 14" · M3 Max 128GB Q8_0 ~103 2%
MacBook Pro 16" · M1 Max 32GB Q8_0 ~103 9%
MacBook Pro 16" · M1 Max 64GB Q8_0 ~103 4%
MacBook Pro 16" · M2 Max 32GB Q8_0 ~103 9%
MacBook Pro 16" · M2 Max 64GB Q8_0 ~103 4%
MacBook Pro 16" · M2 Max 96GB Q8_0 ~103 3%
MacBook Pro 16" · M3 Max 36GB Q8_0 ~103 8%
MacBook Pro 16" · M3 Max 48GB Q8_0 ~103 6%
MacBook Pro 16" · M3 Max 64GB Q8_0 ~103 4%
MacBook Pro 16" · M3 Max 96GB Q8_0 ~103 3%
MacBook Pro 16" · M3 Max 128GB Q8_0 ~103 2%
Mac Studio · M1 Max 32GB Q8_0 ~103 9%
Mac Studio · M1 Max 64GB Q8_0 ~103 4%
Mac Studio · M2 Max 32GB Q8_0 ~103 9%
Mac Studio · M2 Max 64GB Q8_0 ~103 4%
Mac Studio · M2 Max 96GB Q8_0 ~103 3%
MacBook Pro 14" · M5 Pro 24GB Q8_0 ~79 12%
MacBook Pro 14" · M5 Pro 48GB Q8_0 ~79 6%
MacBook Pro 14" · M5 Pro 64GB Q8_0 ~79 4%
MacBook Pro 16" · M5 Pro 24GB Q8_0 ~79 12%
MacBook Pro 16" · M5 Pro 48GB Q8_0 ~79 6%
MacBook Pro 16" · M5 Pro 64GB Q8_0 ~79 4%
MacBook Pro 14" · M4 Pro 24GB Q8_0 ~70 12%
MacBook Pro 14" · M4 Pro 48GB Q8_0 ~70 6%
MacBook Pro 16" · M4 Pro 24GB Q8_0 ~70 12%
MacBook Pro 16" · M4 Pro 48GB Q8_0 ~70 6%
Mac mini · M4 Pro 24GB Q8_0 ~70 12%
Mac mini · M4 Pro 48GB Q8_0 ~70 6%
Mac mini · M4 Pro 64GB Q8_0 ~70 4%
MacBook Pro 14" · M1 Pro 16GB Q8_0 ~52 17%
MacBook Pro 14" · M1 Pro 32GB Q8_0 ~52 9%
MacBook Pro 14" · M2 Pro 16GB Q8_0 ~52 17%
MacBook Pro 14" · M2 Pro 32GB Q8_0 ~52 9%
MacBook Pro 16" · M1 Pro 16GB Q8_0 ~52 17%
MacBook Pro 16" · M1 Pro 32GB Q8_0 ~52 9%
MacBook Pro 16" · M2 Pro 16GB Q8_0 ~52 17%
MacBook Pro 16" · M2 Pro 32GB Q8_0 ~52 9%
Mac mini · M2 Pro 16GB Q8_0 ~52 17%
Mac mini · M2 Pro 32GB Q8_0 ~52 9%
MacBook Air · M5 16GB Q8_0 ~39 17%
MacBook Air · M5 24GB Q8_0 ~39 12%
MacBook Air · M5 32GB Q8_0 ~39 9%
MacBook Pro 14" · M5 16GB Q8_0 ~39 17%
MacBook Pro 14" · M5 24GB Q8_0 ~39 12%
MacBook Pro 14" · M5 32GB Q8_0 ~39 9%
MacBook Pro 14" · M3 Pro 18GB Q8_0 ~39 15%
MacBook Pro 14" · M3 Pro 36GB Q8_0 ~39 8%
MacBook Pro 16" · M3 Pro 18GB Q8_0 ~39 15%
MacBook Pro 16" · M3 Pro 36GB Q8_0 ~39 8%
MacBook Air · M4 16GB Q8_0 ~31 17%
MacBook Air · M4 24GB Q8_0 ~31 12%
MacBook Air · M4 32GB Q8_0 ~31 9%
MacBook Pro 14" · M4 16GB Q8_0 ~31 17%
MacBook Pro 14" · M4 24GB Q8_0 ~31 12%
MacBook Pro 14" · M4 32GB Q8_0 ~31 9%
Mac mini · M4 16GB Q8_0 ~31 17%
Mac mini · M4 24GB Q8_0 ~31 12%
Mac mini · M4 32GB Q8_0 ~31 9%
iMac · M4 16GB Q8_0 ~31 17%
iMac · M4 24GB Q8_0 ~31 12%
iMac · M4 32GB Q8_0 ~31 9%
MacBook Air · M2 8GB Q8_0 ~26 35%
MacBook Air · M2 16GB Q8_0 ~26 17%
MacBook Air · M2 24GB Q8_0 ~26 12%
MacBook Air · M3 8GB Q8_0 ~26 35%
MacBook Air · M3 16GB Q8_0 ~26 17%
MacBook Air · M3 24GB Q8_0 ~26 12%
MacBook Pro 14" · M3 8GB Q8_0 ~26 35%
MacBook Pro 14" · M3 16GB Q8_0 ~26 17%
MacBook Pro 14" · M3 24GB Q8_0 ~26 12%
Mac mini · M2 8GB Q8_0 ~26 35%
Mac mini · M2 16GB Q8_0 ~26 17%
Mac mini · M2 24GB Q8_0 ~26 12%
iMac · M3 8GB Q8_0 ~26 35%
iMac · M3 16GB Q8_0 ~26 17%
iMac · M3 24GB Q8_0 ~26 12%
MacBook Air · M1 8GB Q8_0 ~18 35%
MacBook Air · M1 16GB Q8_0 ~18 17%
Mac mini · M1 8GB Q8_0 ~18 35%
Mac mini · M1 16GB Q8_0 ~18 17%
iMac · M1 8GB Q8_0 ~18 35%
iMac · M1 16GB Q8_0 ~18 17%

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